SlideShare a Scribd company logo
Crowd&sensing,made,easy!
ADAM,project&team
Université,Lille,1,–,LIFL
Inria,Lille,–,Nord,Europe
Christophe*Ribeiro
1
Why$do$we$collect$data?
Better$understanding$of$crowd$behavior$and
its$environment
E.g.,$optimizing$public$transport$services
•
–
2
Paths&of&Chigago&TwitteresRoad&map&of&Chicago
www.apisense.fr
Mobile|Phone+Sensing
Revolution+driven+by+smart+devices+to+collect
of+crowd+activity+traces
•
34
Increasing*popularityApp*distribution*channels
GPS
WIFI/3G/4G
Accelerometer
Compas
CameraMicrophone
Rich*suites*of*sensors
www.apisense.fr
Crowd&sensing
Capability2of2lifting2a2(large)2diffuse2group2of
participants2to2delegate2the2task2of2retrieving
trustable2data2from2the2field
•
4
GPS
WIFI/3G/4G
Accelerometer
Compas
CameraMicrophone
Crowd&&+&&Sensing
www.apisense.fr
Challenges)summary
5
Task
description
Task
execution
Worker
recruitment
Task
deployment
Data)upload
Worker
rewarding
Crosscutting
challenges
Privacy Energy
Software
challenges Scalability SecurityFlexibility
Hot:topics Motivation Incentives
www.apisense.fr
Multi&Cloud*Platform
6
www.apisense.fr
Central(Node
A(trustable(central(server
Intermediary(between(collector(node(&(workers
Guarantees(workers(anonymity((generated(ids)
Checks(the(task(scripts(and(rewards(workers
Cloud?oriented(data(storage
•
–
–
–
•
7
Scalability
Privacy
www.apisense.fr
Crowdsensing+Agent
Mobile+application
Downloads+&+executes+scripts+(sandbox)
Uploads+datasets+when+plugged
Controls+sensor+privileges+&+privacy+filters
•
–
–
–
8
Time+filter Sensors+privileges Location+filter
Energy
Privacy
GSM$Signal$Open$Map
9
trace.setHeader(’gsm_operator’, gsm.operator());
location.onLocationChanged({
period: ’5min’,
distance: ’10m’
}, function (loc) {
return trace.add({
time: loc.timestamp,
lat: loc.latitude,
lon: loc.longitude,
wifi: {
network_id: wifi.bssid(),
signal_strength: wifi.rssi()
},
gsm: {
cell_id: gsm.cellId(),
signal_strength: gsm.dbm()
}
});
});
Ground
truth
Open
map
Collecting*exceptions*in*the*wild
10
logcat.onLog {filter: ’*:E’},
(log) -> if log.message contains ’Exception’
trace.save
message: log.message,
time: log.timestamp,
application: apps.process(log.pid).applicationName,
topTask: apps.topTask().applicationName
www.apisense.fr
Inria&Lille
Bistro
70#%
30#%
100#%
100#%
Mobility#model
11
Home
Work
???
Parvis'Saint+Maurice
avenue'Halley
'2'Place'de'Béthune
www.apisense.fr
12
Christophe.Ribeiro@inria.fr
Nicolas#HADERER
Romain#ROUVOY
Questions)?
www.apisense.fr

More Related Content

PDF
The Concept of Sensing as a Service Using Mobile Crowdsensing
PPTX
PhD Defense Talk - Near-Optimal Mobile Crowdsensing: Design Framework and Alg...
PPTX
apisense
PDF
Apisense
PPT
PPT
Infusing social innovation in FI for Manufacturing-FIA Athens
PDF
Master in Big Data Analytics and Social Mining 20015
PPTX
Fiware Platform
The Concept of Sensing as a Service Using Mobile Crowdsensing
PhD Defense Talk - Near-Optimal Mobile Crowdsensing: Design Framework and Alg...
apisense
Apisense
Infusing social innovation in FI for Manufacturing-FIA Athens
Master in Big Data Analytics and Social Mining 20015
Fiware Platform

Viewers also liked (16)

PDF
2016.07.05 Talk @Ciência 2016, Lisbon
PDF
Privacy-respecting Auctions as Incentive Mechanisms in Mobile Crowd Sensing
PDF
The Night is Young: Urban Crowdsourcing of Nightlife Patterns
PPTX
Managing Smartphone Crowdsensing Campaigns through the OrganiCity Smart City ...
PDF
Internet of Things - Preparing Yourself for a Smart Nation
PPTX
Crowdsourcing - an overview
PDF
Crowd sensing, mobiles and feedback
PDF
The Connected World - A Future of Possibilities
PDF
Building Smart Cities with Smart Citizens
PDF
Sensing as-a-Service - The New Internet of Things (IOT) Business Model
PDF
REDtone IOT Smart City Solutions - CitiAct and CitiSense
PDF
IOT and Big Data - The Perfect Marriage
PDF
Building Smart Cities Through the Eyes of Citizens
PDF
Adopting a User Modeling Approach to Quantify the City
PDF
COLLABORATECOM-2013, Austin, Texas, United States, 20 October 2013
PDF
Internet of Things (IoT) - We Are at the Tip of An Iceberg
2016.07.05 Talk @Ciência 2016, Lisbon
Privacy-respecting Auctions as Incentive Mechanisms in Mobile Crowd Sensing
The Night is Young: Urban Crowdsourcing of Nightlife Patterns
Managing Smartphone Crowdsensing Campaigns through the OrganiCity Smart City ...
Internet of Things - Preparing Yourself for a Smart Nation
Crowdsourcing - an overview
Crowd sensing, mobiles and feedback
The Connected World - A Future of Possibilities
Building Smart Cities with Smart Citizens
Sensing as-a-Service - The New Internet of Things (IOT) Business Model
REDtone IOT Smart City Solutions - CitiAct and CitiSense
IOT and Big Data - The Perfect Marriage
Building Smart Cities Through the Eyes of Citizens
Adopting a User Modeling Approach to Quantify the City
COLLABORATECOM-2013, Austin, Texas, United States, 20 October 2013
Internet of Things (IoT) - We Are at the Tip of An Iceberg
Ad

Similar to APISENSE - ISM 2013 (20)

PDF
A Smart City Development kit for designing Web and Mobile Apps
PDF
Km4city: open flexible scalable city platform
PPTX
Location-Based Mobile Learning in Singapore Part2-Technology Perspectives_25_...
PDF
Snap4City a Solution for highly collaborative Smart Cities Environments
PDF
Open Urban Platform: Technical View 2018: Km4City
PDF
Keynote: Making Smarter Tuscany and Florence with Km4City
PPT
Citizen Science and Crowd-sourcing Biological Surveys
PDF
Snap4City: Smart City IOT/IOE Platform scalable Smart aNalytic APplication bu...
PDF
Big Data, open data, IOT
PDF
Snap4City November 2019 Course: Smart City IOT Data Ingestion Interoperabilit...
PDF
IoT and smart cities
PDF
Open Urban Platform for Smart City: Technical View
PDF
Snap4City November 2019 Course: Smart City IOT Data Analytics
PPT
Nature Locator
PPTX
Tech trends 2011
PDF
Gli open data nella “città intelligente”
PPT
Geo-Navigation, an Augmented Reality Perspective
PDF
Adam w. mosher - geo tagging - atlseccon2011
PDF
Assistive living applications for elderly care based on Sigfox technology,
PPTX
Smart Tourism Ecosystems and Smart Tourism Destinations
A Smart City Development kit for designing Web and Mobile Apps
Km4city: open flexible scalable city platform
Location-Based Mobile Learning in Singapore Part2-Technology Perspectives_25_...
Snap4City a Solution for highly collaborative Smart Cities Environments
Open Urban Platform: Technical View 2018: Km4City
Keynote: Making Smarter Tuscany and Florence with Km4City
Citizen Science and Crowd-sourcing Biological Surveys
Snap4City: Smart City IOT/IOE Platform scalable Smart aNalytic APplication bu...
Big Data, open data, IOT
Snap4City November 2019 Course: Smart City IOT Data Ingestion Interoperabilit...
IoT and smart cities
Open Urban Platform for Smart City: Technical View
Snap4City November 2019 Course: Smart City IOT Data Analytics
Nature Locator
Tech trends 2011
Gli open data nella “città intelligente”
Geo-Navigation, an Augmented Reality Perspective
Adam w. mosher - geo tagging - atlseccon2011
Assistive living applications for elderly care based on Sigfox technology,
Smart Tourism Ecosystems and Smart Tourism Destinations
Ad

Recently uploaded (20)

PPTX
A Presentation on Touch Screen Technology
PPTX
1. Introduction to Computer Programming.pptx
PDF
A comparative analysis of optical character recognition models for extracting...
PDF
Agricultural_Statistics_at_a_Glance_2022_0.pdf
PPTX
TLE Review Electricity (Electricity).pptx
PDF
Web App vs Mobile App What Should You Build First.pdf
PDF
A comparative study of natural language inference in Swahili using monolingua...
PDF
Video forgery: An extensive analysis of inter-and intra-frame manipulation al...
PDF
DASA ADMISSION 2024_FirstRound_FirstRank_LastRank.pdf
PPTX
TechTalks-8-2019-Service-Management-ITIL-Refresh-ITIL-4-Framework-Supports-Ou...
PDF
MIND Revenue Release Quarter 2 2025 Press Release
PDF
WOOl fibre morphology and structure.pdf for textiles
PDF
August Patch Tuesday
PDF
DP Operators-handbook-extract for the Mautical Institute
PDF
Assigned Numbers - 2025 - Bluetooth® Document
PDF
Unlocking AI with Model Context Protocol (MCP)
PDF
Hybrid model detection and classification of lung cancer
PDF
1 - Historical Antecedents, Social Consideration.pdf
PDF
project resource management chapter-09.pdf
PDF
Profit Center Accounting in SAP S/4HANA, S4F28 Col11
A Presentation on Touch Screen Technology
1. Introduction to Computer Programming.pptx
A comparative analysis of optical character recognition models for extracting...
Agricultural_Statistics_at_a_Glance_2022_0.pdf
TLE Review Electricity (Electricity).pptx
Web App vs Mobile App What Should You Build First.pdf
A comparative study of natural language inference in Swahili using monolingua...
Video forgery: An extensive analysis of inter-and intra-frame manipulation al...
DASA ADMISSION 2024_FirstRound_FirstRank_LastRank.pdf
TechTalks-8-2019-Service-Management-ITIL-Refresh-ITIL-4-Framework-Supports-Ou...
MIND Revenue Release Quarter 2 2025 Press Release
WOOl fibre morphology and structure.pdf for textiles
August Patch Tuesday
DP Operators-handbook-extract for the Mautical Institute
Assigned Numbers - 2025 - Bluetooth® Document
Unlocking AI with Model Context Protocol (MCP)
Hybrid model detection and classification of lung cancer
1 - Historical Antecedents, Social Consideration.pdf
project resource management chapter-09.pdf
Profit Center Accounting in SAP S/4HANA, S4F28 Col11

APISENSE - ISM 2013